EP 2812855 A1 20141217 - METHODS AND APPARATUS FOR SPIKING NEURAL COMPUTATION
Title (en)
METHODS AND APPARATUS FOR SPIKING NEURAL COMPUTATION
Title (de)
VERFAHREN UND VORRICHTUNG ZUM SPIKING EINER NEURALEN BERECHNUNG
Title (fr)
PROCÉDÉS ET APPAREIL POUR NEURO-INFORMATIQUE IMPULSIONNELLE
Publication
Application
Priority
- US 201213369095 A 20120208
- US 2013025225 W 20130207
Abstract (en)
[origin: US2013204814A1] Certain aspects of the present disclosure provide methods and apparatus for spiking neural computation of general linear systems. One example aspect is a neuron model that codes information in the relative timing between spikes. However, synaptic weights are unnecessary. In other words, a connection may either exist (significant synapse) or not (insignificant or non-existent synapse). Certain aspects of the present disclosure use binary-valued inputs and outputs and do not require post-synaptic filtering. However, certain aspects may involve modeling of connection delays (e.g., dendritic delays). A single neuron model may be used to compute any general linear transformation x=AX+BU to any arbitrary precision. This neuron model may also be capable of learning, such as learning input delays (e.g., corresponding to scaling values) to achieve a target output delay (or output value). Learning may also be used to determine a logical relation of causal inputs.
IPC 8 full level
G06N 3/04 (2006.01); G06N 3/063 (2006.01)
CPC (source: EP US)
G06N 3/02 (2013.01 - US); G06N 3/049 (2013.01 - EP US); G06N 3/063 (2013.01 - EP US)
Citation (search report)
See references of WO 2013119872A1
Designated contracting state (EPC)
AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
Designated extension state (EPC)
BA ME
DOCDB simple family (publication)
US 2013204814 A1 20130808; BR 112014019745 A2 20170620; BR 112014019745 A8 20170711; CN 104094294 A 20141008; CN 104094294 B 20181225; EP 2812855 A1 20141217; JP 2015510195 A 20150402; JP 6227565 B2 20171108; KR 20140128384 A 20141105; WO 2013119872 A1 20130815
DOCDB simple family (application)
US 201213369095 A 20120208; BR 112014019745 A 20130207; CN 201380008240 A 20130207; EP 13706811 A 20130207; JP 2014556696 A 20130207; KR 20147024221 A 20130207; US 2013025225 W 20130207